diff --git a/README.md b/README.md
index 37a016e9..c338eaf3 100644
--- a/README.md
+++ b/README.md
@@ -141,7 +141,7 @@ Additionally, as of May 2026, Nubenetes has reached the **Platinum Operational T
| :--- | :--- |
| **Total Technical Resources (Links)** | **18584+** |
| **Specialized MD Pages** | **162** |
-| **Total Commits** | **5870+** |
+| **Total Commits** | **5871+** |
| **Primary AI Engine** | **Google Gemini (Agentic)** |
@@ -179,7 +179,7 @@ The growth of Nubenetes reflects the acceleration of the Cloud Native ecosystem.
| 6 | 2023 | 30 | 123 | Maintenance & Refinement |
| 7 | 2024 | 53 | 218 | Curation Strategy Pivot |
| 8 | 2025 | 5 | 20 | Stability & Research Phase |
-| 9 | 2026 | 2311 | 9,544 | **Agentic AI Surge** (May 2026 Inception) |
+| 9 | 2026 | 2312 | 9,548 | **Agentic AI Surge** (May 2026 Inception) |
@@ -195,8 +195,8 @@ xychart-beta
title "Nubenetes Annual Growth Metrics (2018–2026)"
x-axis ["2018", "2019", "2020", "2021", "2022", "2023", "2024", "2025", "2026"]
y-axis "Volume (Commits / Estimated New Refs)" 0 --> 10000
- bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 9544]
- bar [350, 142, 2046, 531, 402, 30, 53, 5, 2311]
+ bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 9548]
+ bar [350, 142, 2046, 531, 402, 30, 53, 5, 2312]
```
@@ -206,7 +206,7 @@ xychart-beta
| :--- | :---: | :---: | :--- |
| 2026-04 | 25 | 103 | Active Curation |
| 2026-05 | 2101 | 8,677 | **Agentic Inception (Gemini Era)** |
-| 2026-06 | 185 | 764 | Active Curation |
+| 2026-06 | 186 | 768 | Active Curation |
### 2.4. Content Distribution and Semantic Clustering
diff --git a/v2-docs/about.md b/v2-docs/about.md
index e72fc2fd..b6c8c275 100644
--- a/v2-docs/about.md
+++ b/v2-docs/about.md
@@ -14,22 +14,28 @@ Nubenetes was forged in the internals of a massive Cloud Native transformation f
### 🧠 2. Our Engineering Philosophy
We reject technical obfuscation as a competitive advantage. Solutions that are "the hard way" by design do not scale and create fragile, person-dependent silos.
-#### 2.1. Correctness by Design
-We believe in doing DevOps correctly through the **GitOps pattern**. Automation without correctness is just faster failure. This architectural rigor ensures enterprise-grade stability at scale.
+!!! abstract "2.1. Correctness by Design"
+ We believe in doing DevOps correctly through the **GitOps pattern**. Automation without correctness is just faster failure. This architectural rigor ensures enterprise-grade stability at scale.
-#### 2.2. The Scientific Method
-We build bridges based on **evidence**, not politics or hype. If a solution cannot be empirically verified and automated, it is a liability. Engineers rely on evidence to solve problems.
+!!! abstract "2.2. The Scientific Method"
+ We build bridges based on **evidence**, not politics or hype. If a solution cannot be empirically verified and automated, it is a liability. Engineers rely on evidence to solve problems.
#### 2.3. Anti-Bikeshining: Abstractions over Reinvention
We prioritize established frameworks and enterprise standards over ad-hoc, unmaintainable tooling. Reinventing the wheel is often a symptom of misaligned incentives in the IT sector.
#### 2.4. Avoiding Engineering Anti-Patterns
-We combat the culture of **Promotion-Driven Development (PDD)**, where complexity is manufactured for personal career visibility rather than business value.
+We combat the culture of **Promotion-Based Development (PBD)**, where complexity is manufactured for personal career visibility rather than business value.
- [Promotion-Based Development: A Fast Track to Mediocrity](https://vadimkravcenko.com/shorts/promotion-based-development/) [GUIDE] — Dissects how rewarding "shiny new things" over battle-tested stability leads to fragile architectures.
- [Reddit: The Reality of Promotion-Driven Development](https://www.reddit.com/r/ExperiencedDevs/comments/pw6vuv/promotion_driven_development) [COMMUNITY-TOOL] — A raw, evidence-based discussion from senior engineers on the industry's most common misaligned incentives.
-### 📊 3. Comparative Maturity Framework
+### 🏗️ 3. The Architectural North Star
+We advocate for decoupled, maintainable architectures that survive the test of time and organizational growth.
+
+ - [Domain-Driven Design (DDD) for Microservices](https://learn.microsoft.com/en-us/azure/architecture/microservices/model/domain-analysis) [DE FACTO STANDARD] — The foundational blueprint for defining service boundaries based on business domains rather than technical layers.
+ - [Hexagonal Architecture (Ports and Adapters)](https://medium.com/@sandeepsharmaster/modernize-your-cloud-microservices-apps-hexagonal-architecture-769696494c0) [GUIDE] — Decoupling the application core from external infrastructure (Databases, APIs, UI) to ensure high testability and vendor neutrality.
+
+### 📊 4. Comparative Maturity Framework
| Principle | Strategic Focus | Primary Toolset | Architectural Impact |
| :--- | :--- | :--- | :--- |
@@ -37,15 +43,6 @@ We combat the culture of **Promotion-Driven Development (PDD)**, where complexit
| **GitOps** | ==Correctness & Drift Control== | Git + Kubernetes | ==Enterprise Stability== |
| **SRE** | Reliability & Prevention | Observability | Scalable Quality |
-### 🚀 4. The 2026 Vision: Agentic Intelligence
-Nubenetes has evolved from a historical manual archive into an **Agentic Knowledge Graph**.
-
-#### 4.1. V1 Archive (Exhaustive)
-Preserves historical context, the original curator's voice, and every technically valid link discovered since 2018. It serves as the foundational truth for the entire ecosystem.
-
-#### 4.2. V2 Elite Portal (Distilled)
-An O'Reilly-style technical library where 18k+ resources are filtered, ranked by impact, and enriched with AI-driven architectural summaries for high-speed reference.
-
### 🛡️ 5. Strategic Standards & Cultural Shifts
Engineering excellence is as much about **culture** as it is about code. These foundational resources define the strategic landscape of modern Cloud Native organizations:
@@ -54,11 +51,11 @@ Engineering excellence is as much about **culture** as it is about code. These f
- [The 4 Levels of GitOps Maturity](https://cloudnativenow.com/features/the-4-levels-of-gitops-maturity) [GUIDE] — A roadmap for evolving from manual deployments to a fully automated, self-healing state.
- [Necessary Culture Change with GitOps](https://itnext.io/necessary-culture-change-with-gitops-2c63f4fe9604) [CASE STUDY] — Dissects the organizational friction and the necessary mindset shift required to adopt declarative infrastructure.
-### ⚖️ 6. Meritocracy & Careers in 2026
-We advocate for a technical sector where quality and evidence-based decisions take precedence over corporate politics.
+### 📈 6. Scaling with Evidence: DORA & Value Streams
+We advocate for data-driven engineering management to avoid the trap of "gut-feeling" decision making.
- - [HBR: Stop Hiring for Culture Fit](https://hbr.org/2019/11/stop-hiring-for-culture-fit) [EMERGING] — A critical perspective on how "culture fit" often hides bias and hinders technical innovation.
- - [Defining Day-2 Operations](https://dzone.com/articles/defining-day-2-operations) [GUIDE] — Shifts the focus from the excitement of the first deployment to the long-term reality of maintaining production stability.
+ - [Driving DevOps with Value Stream Management](https://www.infoq.com/articles/DevOps-value-stream) [DE FACTO STANDARD] — Dissects how to align microservice delivery with business outcomes through flow metrics.
+ - [Better Metrics for Building High Performance Teams](https://www.infoq.com/articles/better-metrics-team-performance) [EMERGING] — Beyond LOC and commits: using DORA metrics to cultivate a culture of systemic stability.
### 🧩 7. Technical Leadership & The 'Glue' Factor
True seniority is measured by the ability to hold teams together through communication and shared context.
@@ -67,11 +64,20 @@ True seniority is measured by the ability to hold teams together through communi
- [How Big Tech Runs Tech Projects](https://blog.pragmaticengineer.com/project-management-at-big-tech) [DE FACTO STANDARD] — A seminal critique of ceremonial Scrum versus result-oriented engineering pragmatism.
- [Martin Fowler: Retrospectives Antipatterns](https://martinfowler.com/articles/retrospective-antipatterns.html) [DE FACTO STANDARD] — Essential guide for transforming team feedback loops from blame games into architectural improvement cycles.
-### 📈 8. Scaling with Evidence: DORA & Value Streams
-We advocate for data-driven engineering management to avoid the trap of "gut-feeling" decision making.
+### ⚖️ 8. Meritocracy & Careers in 2026
+We advocate for a technical sector where quality and evidence-based decisions take precedence over corporate politics.
- - [Driving DevOps with Value Stream Management](https://www.infoq.com/articles/DevOps-value-stream) [DE FACTO STANDARD] — Dissects how to align microservice delivery with business outcomes through flow metrics.
- - [Better Metrics for Building High Performance Teams](https://www.infoq.com/articles/better-metrics-team-performance) [EMERGING] — Beyond LOC and commits: using DORA metrics to cultivate a culture of systemic stability.
+ - [HBR: Stop Hiring for Culture Fit](https://hbr.org/2019/11/stop-hiring-for-culture-fit) [EMERGING] — A critical perspective on how "culture fit" often hides bias and hinders technical innovation.
+ - [Defining Day-2 Operations](https://dzone.com/articles/defining-day-2-operations) [GUIDE] — Shifts the focus from the excitement of the first deployment to the long-term reality of maintaining production stability.
+
+### 🚀 9. The 2026 Vision: Agentic Intelligence
+Nubenetes has evolved from a historical manual archive into an **Agentic Knowledge Graph**.
+
+#### 9.1. V1 Archive (Exhaustive)
+Preserves historical context, the original curator's voice, and every technically valid link discovered since 2018. It serves as the foundational truth for the entire ecosystem.
+
+#### 9.2. V2 Elite Portal (Distilled)
+An O'Reilly-style technical library where 18k+ resources are filtered, ranked by impact, and enriched with AI-driven architectural summaries for high-speed reference.
> *"I am a big fan of the scientific method. Engineers do not build bridges from a right or left perspective... hello! I have a problem, can you help me? Engineers rely on evidence."* — **Mark Stevenson**